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Record W2273248466

Judicial Independence, Transitional Justice and the Rule of Law

2003· article· en· W2273248466 on OpenAlexaff
David Dyzenhaus

Bibliographic record

VenueTSpace · 2003
Typearticle
Languageen
FieldSocial Sciences
TopicJudicial and Constitutional Studies
Canadian institutionsUniversity of Toronto
Fundersnot available
KeywordsRule of lawPrinciple of legalityLawSketchStatutePolitical scienceDeclaration of independenceEconomic JusticeTransitional justiceIndependence (probability theory)Law and economicsSociologyConstitutionComputer scienceMathematics
DOInot available

Abstract

fetched live from OpenAlex

In this article, I will try to sketch an account of what is achieved when the rule of law is established, though I am of course aware that any such account is controversial. I hope to go some way to showing that the issues raised in transitions might shed a light that helps in taking that controversy forward. But, in my view, the light which transitions shed is probably much the same as that shed by confronting our intuitions about the ordinary legal situation from the perspective of any extraordinary one. For instance, we learn something about legality when we confront the situation of the proper rule of law response to a declaration of emergency, to a coup d'état, or to aterrorism statute. And if that is right, we can conclude that in all such confrontations we will find that our understanding of what is ordinary changes, just as the extraordinary seems less unfamiliar.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.007
metaresearch head score (Gemma)0.014
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: Theoretical or conceptual
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.011
Threshold uncertainty score0.039

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0070.014
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0020.002
Science and technology studies0.0080.042
Scholarly communication0.0100.006
Open science0.0020.006
Research integrity0.0040.007
Insufficient payload (model declined to judge)0.0050.001

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.029
GPT teacher head0.328
Teacher spread0.299 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designTheoretical or conceptual
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations10
Published2003
Admission routes1
Has abstractyes

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